In a batch training setting, the problem is studied by [1]}, [2]} and solved as an Eikonal boundary value problem. The continuous SDF can be fit from oriented point cloud data that are iid-sampled from closed surfaces. We take a step further to tackle a more realistic and challenging case that continually learns SDFs parameterized by a single MLP from streaming posed depth images.
